feat: enhance logging and memory management across modules

2025-08-13 23:09:05 +02:00
parent 47e52d130c
commit 9601c5e44d
48 changed files with 1004 additions and 773 deletions
@@ -55,7 +55,9 @@ class TraditionalModel(BaseModel):
            logging.info(f"Fitting model with {X_prepared.shape[0]} samples (text features)")
        else:
            # For numerical features
-            logging.info(f"Fitting model with {X_prepared.shape[0]} samples and {X_prepared.shape[1]} features")
+            logging.info(
+                f"Fitting model with {X_prepared.shape[0]} samples and {X_prepared.shape[1]} features"
+            )

        self.model.fit(X_prepared, y_encoded)
        self.is_fitted = True